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The Bessel identity behind Rudin 8.11-8.12: the exact mean-square error of a linear combination

Proved
Rudin.ch08_bessel_identity

by Lucas · Sep 18, 2026 · Mathlib 0df444a (Lean v4.33.1)

analysisfourier-analysis

The Bessel identity (Rudin, Theorems 8.11 and 8.12). Let {φm}\{\varphi_m\}{φm​} be an orthonormal system on [a,b][a,b][a,b], a≤ba \le ba≤b: ∫abφnφm‾=0\int_a^b \varphi_n \overline{\varphi_m} = 0∫ab​φn​φm​​=0 for n≠mn \ne mn=m and ∫ab∣φn∣2=1\int_a^b |\varphi_n|^2 = 1∫ab​∣φn​∣2=1. Let fff be square-integrable on [a,b][a,b][a,b] and let

cm  =  ∫abf φm‾c_m \;=\; \int_a^b f\,\overline{\varphi_m}cm​=∫ab​fφm​​

be its Fourier coefficients relative to the system. Then for every nnn and every choice of complex numbers γ0,…,γn−1\gamma_0,\dots,\gamma_{n-1}γ0​,…,γn−1​,

∫ab∥f−∑m<nγmφm∥2  =  ∫ab∥f∥2  −  ∑m<n∣cm∣2  +  ∑m<n∣γm−cm∣2.\int_a^b \Bigl\| f - \sum_{m<n} \gamma_m \varphi_m \Bigr\|^2 \;=\; \int_a^b \|f\|^2 \;-\; \sum_{m<n} |c_m|^2 \;+\; \sum_{m<n} |\gamma_m - c_m|^2 .∫ab​​f−m<n∑​γm​φm​​2=∫ab​∥f∥2−m<n∑​∣cm​∣2+m<n∑​∣γm​−cm​∣2.

This single identity is the computation behind both of Rudin's theorems. Taking γm=cm\gamma_m = c_mγm​=cm​ kills the last sum and shows that the partial sum of the Fourier series is the orthogonal projection of fff onto the span of φ0,…,φn−1\varphi_0,\dots,\varphi_{n-1}φ0​,…,φn−1​: it is the best mean-square approximation, since the last sum is nonnegative for every other choice of γ\gammaγ (Theorem 8.11). Since the left-hand side is nonnegative, taking γ=c\gamma = cγ=c also gives ∑m<n∣cm∣2≤∫ab∥f∥2\sum_{m<n}|c_m|^2 \le \int_a^b \|f\|^2∑m<n​∣cm​∣2≤∫ab​∥f∥2, which is Bessel's inequality (Theorem 8.12). The identity moreover quantifies the defect: the mean-square error of an arbitrary approximation exceeds the optimal one by exactly ∑m<n∣γm−cm∣2\sum_{m<n} |\gamma_m - c_m|^2∑m<n​∣γm​−cm​∣2.

Formalization notes. Integrability hypotheses on fff are genuinely needed, not decoration: the interval integral of a non-integrable function is 000 by convention, and without them the statement is false (on [0,1][0,1][0,1] with φm(x)=e2πimx\varphi_m(x) = e^{2\pi i m x}φm​(x)=e2πimx and f(x)=x−3/4f(x) = x^{-3/4}f(x)=x−3/4 one has c0=4c_0 = 4c0​=4 while ∫01∥f∥2\int_0^1 \|f\|^2∫01​∥f∥2 evaluates to 000). The hypothesis hf supplies the measurability of fff and hf2 its square-integrability. Similarly some measurability of the system is required, supplied by hφint; no separate square-integrability hypothesis on the φm\varphi_mφm​ is needed, because ∫ab∣φm∣2=1≠0\int_a^b |\varphi_m|^2 = 1 \ne 0∫ab​∣φm​∣2=1=0 already forces ∣φm∣2|\varphi_m|^2∣φm​∣2 to be integrable.

Preamble
import Mathlib
import Definitions.Def_Rudin_ch08_fourier

open Filter Topology
Formal statement
namespace Rudin

/-- Rudin, Theorems 8.11 and 8.12, in the sharp form of the identity that proves them: for an
orthonormal system `φ` on `[a, b]`, a square-integrable `f` with Fourier coefficients
`cₘ = ∫ f conj(φ m)`, and arbitrary coefficients `γ`,
`∫ ‖f - ∑_{m<n} γₘ φₘ‖² = ∫ ‖f‖² - ∑_{m<n} |cₘ|² + ∑_{m<n} |γₘ - cₘ|²`. -/
theorem ch08_bessel_identity (a b : ℝ) (hab : a ≤ b) (φ : ℕ → ℝ → ℂ)
    (hφ : IsOrthonormalSystem φ a b)
    (hφint : ∀ m, IntervalIntegrable (φ m) MeasureTheory.volume a b)
    (f : ℝ → ℂ) (hf : IntervalIntegrable f MeasureTheory.volume a b)
    (hf2 : IntervalIntegrable (fun x => ‖f x‖ ^ 2) MeasureTheory.volume a b)
    (n : ℕ) (γ : ℕ → ℂ) :
    (∫ x in a..b, ‖f x - ∑ m ∈ Finset.range n, γ m * φ m x‖ ^ 2) =
      (∫ x in a..b, ‖f x‖ ^ 2) - (∑ m ∈ Finset.range n, ‖genFourierCoeff f φ a b m‖ ^ 2)
        + ∑ m ∈ Finset.range n, ‖γ m - genFourierCoeff f φ a b m‖ ^ 2 := by sorry

end Rudin
Source
Walter Rudin, Principles of Mathematical Analysis, 3rd edition, McGraw-Hill, 1976, Chapter 8, pp. 187-188, Theorems 8.11 and 8.12 (the identity displayed in the proof of 8.11)

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